MeLOn
gpData.h
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/***********************************************************************************
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* Copyright (c) 2020 Process Systems Engineering (AVT.SVT), RWTH Aachen University
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*
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* This program and the accompanying materials are made available under the
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* terms of the Eclipse Public License 2.0 which is available at
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* http://www.eclipse.org/legal/epl-2.0.
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*
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* SPDX-License-Identifier: EPL-2.0
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*
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* @file gpData.h
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*
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* @brief File containing declaration of a struct for storing Gaussian process data
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*
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**********************************************************************************/
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#pragma once
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#include <vector>
// std::vector
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#include "
matern.h
"
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#include "
modelData.h
"
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namespace
melon
{
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struct
GPData :
public
ModelData
{
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std::shared_ptr<kernel::KernelData>
kernelData
;
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int
nX
;
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int
DX
;
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int
DY
;
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int
matern
;
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std::shared_ptr<ScalerData>
inputScalerData
;
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std::shared_ptr<ScalerData>
predictionScalerData
;
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//std::vector<double> inputLowerBound; /*!< Vector containing lower bound for each input dimension */
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//std::vector<double> inputUpperBound; /*!< Vector containing upper bound for each input dimension */
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//std::vector<double> problemLowerBound; /*!< Vector containing lower bound for each output dimension */
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//std::vector<double> problemUpperBound; /*!< Vector containing upper bound for each output dimesnion */
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std::vector<std::vector<double>>
X
;
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std::vector<double>
Y
;
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std::vector<std::vector<double>>
K
;
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std::vector<std::vector<double>>
invK
;
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double
stdOfOutput
;
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// TODO: remove (?)
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double
meanfunction
;
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//double meanOfOutput;
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};
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}
melon::GPData::predictionScalerData
std::shared_ptr< ScalerData > predictionScalerData
Definition:
gpData.h:52
melon::GPData::meanfunction
double meanfunction
Definition:
gpData.h:67
melon::GPData::DX
int DX
Definition:
gpData.h:47
melon::GPData::stdOfOutput
double stdOfOutput
Definition:
gpData.h:65
melon::GPData::invK
std::vector< std::vector< double > > invK
Definition:
gpData.h:62
melon::GPData::inputScalerData
std::shared_ptr< ScalerData > inputScalerData
Definition:
gpData.h:51
modelData.h
melon::GPData::nX
int nX
Definition:
gpData.h:46
ModelData
Abstract class from which specific model data object can be derived and enabling polymorphism.
Definition:
modelData.h:22
melon::GPData::Y
std::vector< double > Y
Definition:
gpData.h:60
matern.h
melon::GPData::K
std::vector< std::vector< double > > K
Definition:
gpData.h:61
melon::GPData::kernelData
std::shared_ptr< kernel::KernelData > kernelData
Definition:
gpData.h:44
melon
Definition:
kernel.h:21
melon::GPData::matern
int matern
Definition:
gpData.h:49
melon::GPData::X
std::vector< std::vector< double > > X
Definition:
gpData.h:59
melon::GPData::DY
int DY
Definition:
gpData.h:48
gaussian process
model
inc
gpData.h
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